This second edition of G. Winkler’s successful book on random field approaches to image analysis, related Markov Chain Monte Carlo methods, and statistical inference with emphasis on Bayesian image analysis concentrates more on general principles and models and less on details of concrete applications. Addressed to students and scientists from mathematics, statistics, physics, engineering, and computer science, it will serve as an introduction to the mathematical aspects rather than a survey. Basically no prior knowledge of mathematics or statistics is required.The second edition is in many parts completely rewritten and improved, and most figures are new. The topics of exact sampling and global optimization of likelihood functions have been added.
Gerhard Winkler
Image Analysis, Random Fields and Markov Chain Monte Carlo Methods [PDF ebook]
A Mathematical Introduction
Image Analysis, Random Fields and Markov Chain Monte Carlo Methods [PDF ebook]
A Mathematical Introduction
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Sprache Englisch ● Format PDF ● ISBN 9783642557606 ● Verlag Springer Berlin Heidelberg ● Erscheinungsjahr 2012 ● herunterladbar 3 mal ● Währung EUR ● ID 6326696 ● Kopierschutz Adobe DRM
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